Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis

Estefanía Talavera; Nicola Strisciuglio; Nicolai Petkov; Petia Radeva; Luis A. Alexandre; Jose Salvador Sanchez; Joao M.F. Rodrigues

doi:10.1007/978-3-319-58838-4

Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis

Estefanía Talavera, Nicola Strisciuglio, Nicolai Petkov, Petia Radeva, Luis A. Alexandre (Editor), Jose Salvador Sanchez (Editor), Joao M.F. Rodrigues (Editor)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Abstract

Lifelogging is a process of collecting rich source of information about daily life of people. In this paper, we introduce the problem of sentiment analysis in egocentric events focusing on the moments that compose the images recalling positive, neutral or negative feelings to the observer. We propose a method for the classification of the sentiments in egocentric pictures based on global and semantic image features extracted by Convolutional Neural Networks. We carried out experiments on an egocentric dataset, which we organized in 3 classes on the basis of the sentiment that is recalled to the user (positive, negative or neutral).

Original language	English
Title of host publication	Pattern Recognition and Image Analysis
Subtitle of host publication	8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings
Editors	Luís A. Alexandre, José Salvador Sánchez, João M.F. Rodrigues
Place of Publication	Cham
Publisher	Springer
Pages	471-479
ISBN (Electronic)	978-3-319-58838-4
ISBN (Print)	978-3-319-58837-7
DOIs	https://doi.org/10.1007/978-3-319-58838-4
Publication status	Published - 2017
Externally published	Yes
Event	8th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2017 - Faro, Portugal Duration: 20 Jun 2017 → 23 Jun 2017 Conference number: 8

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
Volume	10255
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	8th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2017
Abbreviated title	IbPRIA
Country/Territory	Portugal
City	Faro
Period	20/06/17 → 23/06/17

Keywords

Egocentric images
Moment retrieval
Sentiment analysis

Access to Document

10.1007/978-3-319-58838-4

Cite this

Talavera, E., Strisciuglio, N., Petkov, N., Radeva, P., Alexandre, L. A. (Ed.), Salvador Sanchez, J. (Ed.), & Rodrigues, J. M. F. (Ed.) (2017). Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis. In L. A. Alexandre, J. Salvador Sánchez, & J. M. F. Rodrigues (Eds.), Pattern Recognition and Image Analysis: 8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings (pp. 471-479). (Lecture Notes in Computer Science; Vol. 10255). Springer. https://doi.org/10.1007/978-3-319-58838-4

Talavera, Estefanía ; Strisciuglio, Nicola ; Petkov, Nicolai et al. / Sentiment Recognition in Egocentric Photostreams : Iberian Conference on Pattern Recognition and Image Analysis. Pattern Recognition and Image Analysis: 8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings. editor / Luís A. Alexandre ; José Salvador Sánchez ; João M.F. Rodrigues. Cham : Springer, 2017. pp. 471-479 (Lecture Notes in Computer Science).

@inproceedings{6c0d7f687ea04168900dc206b7abdce5,

title = "Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis",

abstract = "Lifelogging is a process of collecting rich source of information about daily life of people. In this paper, we introduce the problem of sentiment analysis in egocentric events focusing on the moments that compose the images recalling positive, neutral or negative feelings to the observer. We propose a method for the classification of the sentiments in egocentric pictures based on global and semantic image features extracted by Convolutional Neural Networks. We carried out experiments on an egocentric dataset, which we organized in 3 classes on the basis of the sentiment that is recalled to the user (positive, negative or neutral).",

keywords = "Egocentric images, Moment retrieval, Sentiment analysis",

author = "Estefan{\'i}a Talavera and Nicola Strisciuglio and Nicolai Petkov and Petia Radeva and Alexandre, {Luis A.} and {Salvador Sanchez}, Jose and Rodrigues, {Joao M.F.}",

year = "2017",

doi = "10.1007/978-3-319-58838-4",

language = "English",

isbn = "978-3-319-58837-7",

series = "Lecture Notes in Computer Science",

publisher = "Springer",

pages = "471--479",

editor = "Alexandre, {Lu{\'i}s A.} and {Salvador S{\'a}nchez}, Jos{\'e} and Rodrigues, {Jo{\~a}o M.F.}",

booktitle = "Pattern Recognition and Image Analysis",

note = "8th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2017, IbPRIA ; Conference date: 20-06-2017 Through 23-06-2017",

}

Talavera, E , Strisciuglio, N, Petkov, N, Radeva, P, Alexandre, LA (ed.), Salvador Sanchez, J (ed.) & Rodrigues, JMF (ed.) 2017, Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis. in LA Alexandre, J Salvador Sánchez & JMF Rodrigues (eds), Pattern Recognition and Image Analysis: 8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings. Lecture Notes in Computer Science, vol. 10255, Springer, Cham, pp. 471-479, 8th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2017, Faro, Portugal, 20/06/17. https://doi.org/10.1007/978-3-319-58838-4

Sentiment Recognition in Egocentric Photostreams : Iberian Conference on Pattern Recognition and Image Analysis. / Talavera, Estefanía ; Strisciuglio, Nicola; Petkov, Nicolai et al.

Pattern Recognition and Image Analysis: 8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings. ed. / Luís A. Alexandre; José Salvador Sánchez; João M.F. Rodrigues. Cham : Springer, 2017. p. 471-479 (Lecture Notes in Computer Science; Vol. 10255).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Sentiment Recognition in Egocentric Photostreams

T2 - 8th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2017

AU - Talavera, Estefanía

AU - Strisciuglio, Nicola

AU - Petkov, Nicolai

AU - Radeva, Petia

A2 - Alexandre, Luis A.

A2 - Salvador Sanchez, Jose

A2 - Rodrigues, Joao M.F.

A2 - Alexandre, Luís A.

A2 - Salvador Sánchez, José

A2 - Rodrigues, João M.F.

N1 - Conference code: 8

PY - 2017

Y1 - 2017

N2 - Lifelogging is a process of collecting rich source of information about daily life of people. In this paper, we introduce the problem of sentiment analysis in egocentric events focusing on the moments that compose the images recalling positive, neutral or negative feelings to the observer. We propose a method for the classification of the sentiments in egocentric pictures based on global and semantic image features extracted by Convolutional Neural Networks. We carried out experiments on an egocentric dataset, which we organized in 3 classes on the basis of the sentiment that is recalled to the user (positive, negative or neutral).

AB - Lifelogging is a process of collecting rich source of information about daily life of people. In this paper, we introduce the problem of sentiment analysis in egocentric events focusing on the moments that compose the images recalling positive, neutral or negative feelings to the observer. We propose a method for the classification of the sentiments in egocentric pictures based on global and semantic image features extracted by Convolutional Neural Networks. We carried out experiments on an egocentric dataset, which we organized in 3 classes on the basis of the sentiment that is recalled to the user (positive, negative or neutral).

KW - Egocentric images

KW - Moment retrieval

KW - Sentiment analysis

U2 - 10.1007/978-3-319-58838-4

DO - 10.1007/978-3-319-58838-4

M3 - Conference contribution

SN - 978-3-319-58837-7

T3 - Lecture Notes in Computer Science

SP - 471

EP - 479

BT - Pattern Recognition and Image Analysis

PB - Springer

CY - Cham

Y2 - 20 June 2017 through 23 June 2017

ER -

Talavera E , Strisciuglio N, Petkov N, Radeva P, Alexandre LA, (ed.), Salvador Sanchez J, (ed.) et al. Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis. In Alexandre LA, Salvador Sánchez J, Rodrigues JMF, editors, Pattern Recognition and Image Analysis: 8th Iberian Conference, IbPRIA 2017, Faro, Portugal, June 20-23, 2017, Proceedings. Cham: Springer. 2017. p. 471-479. (Lecture Notes in Computer Science). doi: 10.1007/978-3-319-58838-4

Sentiment Recognition in Egocentric Photostreams: Iberian Conference on Pattern Recognition and Image Analysis

Abstract

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Keywords

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